Real ChatGPT answer · index seedLu5xbJobccEcompleteHome services and improvement · HVACinformational

Where can seniors find trustworthy contractors who understand all the paperwork for HVAC tax credits and rebates?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where can seniors find trustworthy contractors who understand all the paperwork for HVAC tax credits and rebates?
2 real searches · 1 real-search pass
Houston Texas HVAC contractor rebate paperwork utility incentives 2026 federal energy efficient home improvement tax credit expirationGoogle ↗
OBSERVEDInstruction
Houston area utility HVAC rebates approved contractors CenterPoint Energy 2026Google ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Houston Texas HVAC contractor rebate paperwork utility incentives 2026 federal energy efficient home improvement tax credit expiration Google ↗
Houston area utility HVAC rebates approved contractors CenterPoint Energy 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Houston Texas HVAC contractor rebate paperwork utility incentives 2026 federal energy efficient home improvement tax credit expiration
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Houston area utility HVAC rebates approved contractors CenterPoint Energy 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1